{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "da0664af",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import re\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "with open('train-7-13-1.log', 'r') as f:\n",
    "    log_data = f.read()\n",
    "# 正则表达式提取 steps 和 loss\n",
    "pattern = r'steps:\\s*(\\d+)\\s+loss:\\s*([\\d.Ee\\-+]+)'\n",
    "\n",
    "# 提取数据\n",
    "steps = []\n",
    "losses = []\n",
    "\n",
    "for line in log_data.splitlines():\n",
    "    match = re.search(pattern, line)\n",
    "    if match:\n",
    "        step = int(match.group(1))\n",
    "        loss = float(match.group(2))\n",
    "        steps.append(step)\n",
    "        losses.append(loss)\n",
    "\n",
    "# 绘图\n",
    "plt.figure(figsize=(20, 6))\n",
    "plt.plot(steps, losses, marker='o', linestyle='-', color='b', label='Loss')\n",
    "plt.xlabel('Steps')\n",
    "plt.ylabel('Loss')\n",
    "plt.title('Loss vs Steps')\n",
    "plt.grid(True)\n",
    "plt.legend()\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "flowers",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
